BINARY STAR ORBITS. II. PRELIMINARY FIRST ORBITS FOR 117 SYSTEMS Diana M. Seymour, 1 Brian D. Mason, William I. Hartkopf, and Gary L.

Size: px
Start display at page:

Download "BINARY STAR ORBITS. II. PRELIMINARY FIRST ORBITS FOR 117 SYSTEMS Diana M. Seymour, 1 Brian D. Mason, William I. Hartkopf, and Gary L."

Transcription

1 Te Astronomical Journal, 123: , 2002 February # Te American Astronomical Society. All rigts reserved. Printed in U.S.A. BINARY STAR ORBITS. II. PRELIMINARY FIRST ORBITS FOR 117 SYSTEMS Diana M. Seymour, 1 Brian D. Mason, William I. Hartkopf, and Gary L. Wycoff US Naval Observatory, 3450 Massacusetts Avenue, NW, Wasington, DC ; dseymour@fas.arvard.edu, bdm@draco.usno.navy.mil, wi@usno.navy.mil, glw@draco.usno.navy.mil Received 2001 September 26; accepted 2001 October 29 ABSTRACT Orbital elements are presented for 117 binary systems wit no previous orbit calculation. For nearly all of tese systems, tese elements must be regarded as preliminary, but te epemerides presented ere sould be relatively accurate over te next several decades. Furter, te analysis of tese systems sould igligt te need for teir continued observation by dedicated programs to improve te veracity of tese elements. Key words: binaries: general binaries: visual 1. INTRODUCTION As double star observing programs continue, investigation of systems wose motion years ago was indeterminate can now reveal Keplerian motion. A project was undertaken to examine systems in te Wasington Double Star Catalog (WDS; Mason et al. 2001) and pinpoint tose tat, wile aving no publised orbits, now sow orbital motion. For 117 of tese systems, te observational data were sufficient to calculate first orbits. Tese orbits are not expected to be definitive; rater, tey are meant to provide a baseline for future observations and orbit calculations. As most of tese systems ave too few data to be well defined, te epemerides are expected to be more useful tan te orbital elements in most cases. We calculate tese orbits in part to encourage furter observation of tese systems, many of wic ave gone unobserved for a decade. Te systems considered as candidates for tis project met tree criteria. First, tey did not ave publised orbits. Second, tey needed a minimum of eigt observations so as to avoid making broad pronouncements based on little data. Finally, tey ad to exibit at least a 30 cange in position angle or a 30% cange in separation. Te observations of eac candidate system were plotted so tat eac system could be visually examined. Some systems, wic will be te subject of future analysis, displayed rectilinear motion, probably due to differential proper motion; oters sowed uncertain motion; still oters appeared to be stationary. In te latter case, incorrect quadrant assignments or observational errors were responsible for teir selection. Orbits were attempted only for tose systems tat visually displayed significant curvature. Initial estimates of orbital period, epoc of periastron passage, and eccentricity (P, T 0,ande) are made, based on te motion indicated by te available data, along wit grid step sizes for tose elements. Weigts of observations are assigned on te basis of telescope aperture and observing tecnique, as described in Hartkopf, Mason, & Worley (2001). Orbits are ten calculated according to te treedimensional adaptive grid searc tecnique, initially described by Hartkopf, McAlister, & Franz (1989) and modified as described by Mason, Douglass, & Hartkopf 1 Science and Engineering Apprenticesip Program intern (1999). Briefly, te four Tiele-Innes elements (A, F, B, and G) are calculated by te metod of least squares. From A, F, B, and G te oter geometric elements (a, i,, and!) are calculated directly. As tis procedure is performed, te initial values of P, T, and e are modified by an adaptive grid searc. Over several iterations, observations are assigned new weigts according to teir rms errors and residuals, and te orbital elements eventually converge as te grid searc narrows. 2. NEW ORBITS Of te more tan 84,000 systems in te WDS, 2302 systems wit 54,718 observations satisfied te criteria enumerated in te previous section and were considered candidate systems. Of tese, 255 initially appeared to display Keplerian motion. Closer examination of te data, before, during, and after attempts at calculating orbits, led to a final result of 117 serviceable orbits incorporating 3356 observations (see Figs. 1 10). In sifting troug tese data, several undred erroneous measures were discovered. Among tose systems wit orbits publised ere, 213 measures wit flipped quadrants were found; tese were corrected for te orbit calculations by adding or subtracting 180 from eac measure as appropriate. An additional 422 measures wit flipped quadrants were gleaned from systems wose orbits could not be calculated at tis time. Werever possible, tese quadrant ambiguities were resolved using differential magnitude measurements. For most systems, were only a measure or two ad quadrants inconsistent wit te remainder, only tese outliers were canged. Furter, 15 measures reported angular separations so vastly different from oter observations of te same system tat tey were removed entirely from system plots (for considerations of scaling) and were never incorporated into orbit calculations. Two of tese belonged to systems wit orbits publised ere (HU 1213 and HU 190). Tese measures ave been flagged in te WDS as possibly erroneous. Te results of our orbit calculations are presented in Table 1. Te first column sows te epoc J coordinates of eac system, wit rigt ascension given to te nearest tent of a minute of time and declination given to te nearest minute of arc. Te second column gives te discoverer designation, wit components specified if any additional ones are known to exist. Te tird troug nint

2 Fig. 1. Orbital information for (left to rigt and top to bottom) = A 1256 AB, = D 2 AB, = HU 1012, = A 651, = A 924, = B 644, = COU 1654, = LDS 873, = MLR 87, = BU 235 Aa, = I 264 AB, and = A 948 AB. In tis and subsequent figures, orbits are plotted as te pat of te secondary star around te primary. Eac observation ( plus signs, visual measurements; asterisks, potograpic measures; H, Hipparcos measures; T, Tyco measures; filled circles, speckle interferometry; open circles, optical interferometry) is connected to its predicted position by an O C line, wic may be interpreted as an error bar; a dotted O C line signifies a zero-weigted measure. Te line of nodes is te das-dotted line passing troug te primary star. Te scale is in arcseconds. 1024

3 Fig. 2. Same as Fig. 1, but for = A 2602, = HU 1213 (one zero-weigted measure as been omitted for purposes of scaling), = I 265, = HU 16, = A 450, = HU 1350, = HU 539, = SEE 23, = A 1289, = A 831, = STF 567, and = RST

4 Fig. 3. Same as Fig. 1, but for = A 481, = DON 97, = RST 2375, = RST 4800, = A 670, = A 1061 AB, = A 2122, = WRH 15 AB, = HJ 4087 AB, = B 1115, = B 1122, and = I

5 Fig. 4. Same as Fig. 1, but for = I 843 AB, = HU 1594, = B 194, = STT 218, = STT 220, = I 212, = I 506, = A 2575, = RST 4944, = I 885, = A 7, and = STT

6 Fig. 5. Same as Fig. 1, but for = HU 730, = RST 3767 AB, = A 1088, = A 1999, = A 78, = CPO 12 A-BC, = WRH 12, = HU 739, = RST 1712, = I 298, = RST 3844, and = ES 608 AB. 1028

7 Fig. 6. Same as Fig. 1, but for = BU 343, = SWI 1, = I 1243 AB, = RST 2917, = A 1109 AB, = STF 1876 AB, = A 2172, = B 1288 AB, = BU 947 AB, = MCA 42 CE, = A 1798, and = STT

8 Fig. 7. Same as Fig. 1, but for = VBS 26 AB, = MLR 198, = BU 129, = HU 177, = HU 751, = B 915 AB, = HU 1285, = HU 1182, = HU 190 (one zero-weigted measure as been omitted for purposes of scaling), = A 1374, = HU 674, and = HO

9 Fig. 8. Same as Fig. 1, but for = B 1352, = HU 1291, = HU 66 AB, = B 2546 Aa, = RST 2073, = A 2989, = I 1390, = A 713, = A 1400, = BU 146, = B 459 BC, and = MLR

10 Fig. 9. Same as Fig. 1, but for = BU 763 AB, = HU 1615, = A 613, = B 1001, = BU 678 AB, = HU 1626, = A 2289 AB, = HU 372, = HU 374, = LV 10, = I 1449, and = STF 2872 BC.

11 BINARY STAR ORBITS. II Fig. 10. Same as Fig. 1, but for = WOR 11, = HU 389, = HU 985, = DON 1038, = RST 3320, = HEI 88, = A 1494, = A 1247, and = BU 730. columns give orbital elements, wic are reported wit a precision appropriate to teir errors. Te tird column gives te orbital period (P) in years; te fourt gives te semimajor axis in arcseconds (a 00 ); te fift, inclination (i) in degrees; te sixt, te longitude of nodes () in degrees; te sevent, time of periastron (T 0 ) expressed as a fractional Besselian year; te eigt, eccentricity (e); and te nint, te longitude of periastron (!) in degrees. Te 10t column gives te orbit grade, for wic a few words of explanation are needed. In te Fourt Catalog of Orbits of Visual Binary Stars, Worley & Heintz (1983) assigned grades between 1 ( definitive ) and 5 ( indeterminate ) to te publised orbits. Grades in te 10t column of Table 1 were determined by te quantitative metod described in Hartkopf et al. (2001). Tis metod approximates objectively te subjective judgments of Worley & Heintz, wo, as two of te tree most prolific double star observers of all time, ad personal experience wit stars, equipment, and observers tat is now impossible to duplicate. Tis quantitative grading sceme is based on, among oter tings, te and pase coverage of te observations, number of revolutions traversed between te earliest and most recent observations, number of observations, and weigted rms residuals. Generally, te lower te rms residuals and te greater te coverage, te better te grade of te orbit will be. Most of te orbits publised ere received a grade of 4 ( preliminary ) or 5 ( indeterminate ) due to te lack of coverage; only te best eigt were deemed to be of grade 3 ( reliable ). Epemerides for te period are presented in Table 2, te first two columns of wic are identical to tose

12 TABLE 1 Orbital Elements WDS Coordinate, (J ) Discoverer Designation P (yr) a i T (yr) e! Grade A 1256 AB D 2 AB HU A A B COU LDS MLR BU 235 Aa I 264 AB A 948 AB A HU I HU A HU HU SEE A A STF RST A DON RST RST A A 1061 AB A WRH 15 AB HJ 4087 AB B B I I 843 AB HU B STT STT I I A RST I A STT HU RST 3767 AB A A A CPO 12 A-BC WRH HU RST I RST ES 608 AB BU SWI I 1243 AB RST

13 BINARY STAR ORBITS. II TABLE 1 Continued WDS Coordinate, (J ) Discoverer Designation P (yr) a i T (yr) e! Grade A 1109 AB STF 1876 AB A B 1288 AB BU 947 AB MCA 42 CE A STT VBS 26 AB MLR BU HU HU B 915 AB HU HU HU A HU HO B HU HU 66 AB B 2546 Aa RST A I A A BU B 459 BC MLR BU 763 AB HU A B BU 678 AB HU A 2289 AB HU HU LV I STF 2872 BC WOR HU HU DON RST HEI A A BU in Table 1. Te subsequent 10 columns give te predicted position angle (, measured in degrees and corrected for precession) and angular separation (, measured in arcseconds) for eac of te epocs , , , , and As tese orbits are preliminary only, te epemerides given in Table 2 are expected to be bot more accurate and more useful tan te elements given in Table NOTES ON INDIVIDUAL SYSTEMS = I 265: Our finding of as te time of periastron supports te prediction ( a close approac in te 1970 s ) made in te WDS = B 194: Altoug Hartkopf et al. (1993) predicted a time of periastron around , we find te

14 TABLE 2 Epemerides WDS Coordinate, (J ) Discoverer Designation A 1256 AB D 2 AB HU A A B COU LDS MLR BU 235 Aa I 264 AB A 948 AB A HU I HU A HU HU SEE A A STF RST A DON RST RST A A 1061 AB A WRH 15 AB HJ 4087 AB B B I I 843 AB HU B STT STT I I A RST I A STT HU RST 3767 AB A A A CPO 12 A-BC WRH HU RST I RST ES 608 AB BU SWI

15 BINARY STAR ORBITS. II TABLE 2 Continued WDS Coordinate, (J ) Discoverer Designation I 1243 AB RST A 1109 AB STF 1876 AB A B 1288 AB BU 947 AB MCA 42 CE A STT VBS 26 AB MLR BU HU HU B 915 AB HU HU HU A HU HO B HU HU 66 AB B 2546 Aa RST A I A A BU B 459 BC MLR BU 763 AB HU A B BU 678 AB HU A 289 AB HU HU LV I STF 2872 BC WOR HU HU DON RST HEI A A BU time of periastron to be Te discrepancy may be explained by tree measures not publised at te time of te 1993 paper = BU 947 AB and MCA 42 CE: Orbits for two component pairs of tis complex star system were calculated independently of one anoter. A complex, multibody solution was not attempted = HU 66 AB: Van Biesbroeck (1954) was unable to resolve tis system in 1943, 1944, or 1945 on te 82 inc (2.1 m) telescope at te McDonald Observatory.

16 1038 SEYMOUR ET AL. However, since e resolved te system successfully in 1946 wit te same telescope, and in 1940 wit a smaller (40 inc) telescope, te nonresolution is probably due to bad seeing or identification error. 4. CONCLUSIONS Wile te orbits presented in Table 1 can ardly be considered reliable over te course of even a single revolution, te epemerides in Table 2 sould be quite adequate for te next decade. Indeed, it migt be said tat te greatest use of te elements from Table 1 is for te prediction of and for epocs not given in Table 2. It is oped tat inclusion of tese objects in dedicated observational programs may ascertain te veracity of tese orbital elements. Tanks are provided to te US Naval Observatory for teir continued support of te double star program, and to te Science and Engineering Apprenticesip Program (SEAP-CQL), a joint effort by te Department of Defense and George Wasington University, wic also sponsored tis researc. Tis researc as made use of te SIMBAD database, maintained and operated at CDS, Strasbourg, France. Hartkopf, W. I., Mason, B. D., Barry, D. J., McAlister, H. A., Bagnuolo, W. G., & Prieto, C. M. 1993, AJ, 106, 352 Hartkopf, W. I., Mason, B. D., & Worley, C. E. 2001, AJ, 122, 3472 Hartkopf, W. I., McAlister, H. A., & Franz, O. G. 1989, AJ, 98, 1014 Mason, B. D., Douglass, G. G., & Hartkopf, W. I. 1999, AJ, 117, 1023 Mason, B. D., Wycoff, G. L., Hartkopf, W. I., Douglass, G. G., & Worley, C. E. 2001, AJ, 122, 3466 REFERENCES van Biesbroeck, G. 1954, Measurements of Double Stars (Publ. Yerkes Obs., 8, 159) (Cicago: Univ. Cicago Press) Worley, C. E., & Heintz, W. D. 1983, Fourt Catalog of Orbits of Visual Binary Stars, (Publ. US Nav. Obs., 2d Ser., 24, Part 7) (Wasington: GPO)

Binary star speckle measurements during from the SAO 6-m and 1-m telescopes in Zelenchuk

Binary star speckle measurements during from the SAO 6-m and 1-m telescopes in Zelenchuk ASTRONOMY & ASTROPHYSICS DECEMBER II 1999, PAGE 287 SUPPLEMENT SERIES Astron. Astrophys. Suppl. Ser. 140, 287 292 (1999) Binary star speckle measurements during 1992-1997 from the SAO 6-m and 1-m telescopes

More information

A = h w (1) Error Analysis Physics 141

A = h w (1) Error Analysis Physics 141 Introduction In all brances of pysical science and engineering one deals constantly wit numbers wic results more or less directly from experimental observations. Experimental observations always ave inaccuracies.

More information

Consider a function f we ll specify which assumptions we need to make about it in a minute. Let us reformulate the integral. 1 f(x) dx.

Consider a function f we ll specify which assumptions we need to make about it in a minute. Let us reformulate the integral. 1 f(x) dx. Capter 2 Integrals as sums and derivatives as differences We now switc to te simplest metods for integrating or differentiating a function from its function samples. A careful study of Taylor expansions

More information

Numerical Differentiation

Numerical Differentiation Numerical Differentiation Finite Difference Formulas for te first derivative (Using Taylor Expansion tecnique) (section 8.3.) Suppose tat f() = g() is a function of te variable, and tat as 0 te function

More information

The Double Star Catalogs of the

The Double Star Catalogs of the The Double Star Catalogs of the U.S. Naval Observatory Brian D. Mason WDS : Washington Double Star Catalog Currently* 1,276,937 measures of 132,600 pairs. 15.5% (n=20558) deemed physical due to orbit,

More information

Material for Difference Quotient

Material for Difference Quotient Material for Difference Quotient Prepared by Stepanie Quintal, graduate student and Marvin Stick, professor Dept. of Matematical Sciences, UMass Lowell Summer 05 Preface Te following difference quotient

More information

REVIEW LAB ANSWER KEY

REVIEW LAB ANSWER KEY REVIEW LAB ANSWER KEY. Witout using SN, find te derivative of eac of te following (you do not need to simplify your answers): a. f x 3x 3 5x x 6 f x 3 3x 5 x 0 b. g x 4 x x x notice te trick ere! x x g

More information

SPECKLE INTERFEROMETRY AT THE OBSERVATORIO ASTRONÓMICO NACIONAL. IV

SPECKLE INTERFEROMETRY AT THE OBSERVATORIO ASTRONÓMICO NACIONAL. IV Revista Mexicana de Astronomía y Astrofísica, 48, 177 181 (2012) SPECKLE INTERFEROMETRY AT THE OBSERVATORIO ASTRONÓMICO NACIONAL. IV V. G. Orlov, V. V. Voitsekhovich, and C. A. Guerrero Instituto de Astronomía,

More information

Continuity and Differentiability Worksheet

Continuity and Differentiability Worksheet Continuity and Differentiability Workseet (Be sure tat you can also do te grapical eercises from te tet- Tese were not included below! Typical problems are like problems -3, p. 6; -3, p. 7; 33-34, p. 7;

More information

Bob Brown Math 251 Calculus 1 Chapter 3, Section 1 Completed 1 CCBC Dundalk

Bob Brown Math 251 Calculus 1 Chapter 3, Section 1 Completed 1 CCBC Dundalk Bob Brown Mat 251 Calculus 1 Capter 3, Section 1 Completed 1 Te Tangent Line Problem Te idea of a tangent line first arises in geometry in te context of a circle. But before we jump into a discussion of

More information

First results of the optical speckle interferometry with the 3.5-m telescope at Calar Alto (Spain): Measurements and orbits of visual binaries

First results of the optical speckle interferometry with the 3.5-m telescope at Calar Alto (Spain): Measurements and orbits of visual binaries First results of the optical speckle interferometry with the 3.5-m telescope at Calar Alto (Spain): Measurements and orbits of visual binaries Docobo, J.A., Tamazian, V.S., Andrade, M., Ling, J.F., Balega,

More information

Average Rate of Change

Average Rate of Change Te Derivative Tis can be tougt of as an attempt to draw a parallel (pysically and metaporically) between a line and a curve, applying te concept of slope to someting tat isn't actually straigt. Te slope

More information

Combining functions: algebraic methods

Combining functions: algebraic methods Combining functions: algebraic metods Functions can be added, subtracted, multiplied, divided, and raised to a power, just like numbers or algebra expressions. If f(x) = x 2 and g(x) = x + 2, clearly f(x)

More information

ORBITAL ELEMENTS, DYNAMICAL MASSES AND PARALLAXES FOR FOUR DOUBLE AND ONE TRIPLE SYSTEMS

ORBITAL ELEMENTS, DYNAMICAL MASSES AND PARALLAXES FOR FOUR DOUBLE AND ONE TRIPLE SYSTEMS Serb. Astron. J. 17 (25), 65-71 UDC 521.328 Original scientific paper ORBITAL LMTS, DYAMICAL MASSS AD PARALLAXS FOR FOUR DOUBL AD O TRIPL SYSTMS D. Olević and Z. Cvetković Astronomical Observatory, Volgina

More information

1 Limits and Continuity

1 Limits and Continuity 1 Limits and Continuity 1.0 Tangent Lines, Velocities, Growt In tion 0.2, we estimated te slope of a line tangent to te grap of a function at a point. At te end of tion 0.3, we constructed a new function

More information

Efficient algorithms for for clone items detection

Efficient algorithms for for clone items detection Efficient algoritms for for clone items detection Raoul Medina, Caroline Noyer, and Olivier Raynaud Raoul Medina, Caroline Noyer and Olivier Raynaud LIMOS - Université Blaise Pascal, Campus universitaire

More information

Click here to see an animation of the derivative

Click here to see an animation of the derivative Differentiation Massoud Malek Derivative Te concept of derivative is at te core of Calculus; It is a very powerful tool for understanding te beavior of matematical functions. It allows us to optimize functions,

More information

Pre-Calculus Review Preemptive Strike

Pre-Calculus Review Preemptive Strike Pre-Calculus Review Preemptive Strike Attaced are some notes and one assignment wit tree parts. Tese are due on te day tat we start te pre-calculus review. I strongly suggest reading troug te notes torougly

More information

The derivative function

The derivative function Roberto s Notes on Differential Calculus Capter : Definition of derivative Section Te derivative function Wat you need to know already: f is at a point on its grap and ow to compute it. Wat te derivative

More information

= 0 and states ''hence there is a stationary point'' All aspects of the proof dx must be correct (c)

= 0 and states ''hence there is a stationary point'' All aspects of the proof dx must be correct (c) Paper 1: Pure Matematics 1 Mark Sceme 1(a) (i) (ii) d d y 3 1x 4x x M1 A1 d y dx 1.1b 1.1b 36x 48x A1ft 1.1b Substitutes x = into teir dx (3) 3 1 4 Sows d y 0 and states ''ence tere is a stationary point''

More information

5.1 We will begin this section with the definition of a rational expression. We

5.1 We will begin this section with the definition of a rational expression. We Basic Properties and Reducing to Lowest Terms 5.1 We will begin tis section wit te definition of a rational epression. We will ten state te two basic properties associated wit rational epressions and go

More information

ORBITS OF FOUR DOUBLE STARS

ORBITS OF FOUR DOUBLE STARS Serb. Astron. J. 7 (6), - 5 UDC 54.383 3 DOI:.98/SAJ67 Original scientific paper ORBITS OF FOUR DOUBL STARS B. ovaković and. Todorović Astronomical Observatory, Volgina 7, 6 Belgrade 74, Serbia and Montenegro

More information

A Reconsideration of Matter Waves

A Reconsideration of Matter Waves A Reconsideration of Matter Waves by Roger Ellman Abstract Matter waves were discovered in te early 20t century from teir wavelengt, predicted by DeBroglie, Planck's constant divided by te particle's momentum,

More information

Chapter 1 Functions and Graphs. Section 1.5 = = = 4. Check Point Exercises The slope of the line y = 3x+ 1 is 3.

Chapter 1 Functions and Graphs. Section 1.5 = = = 4. Check Point Exercises The slope of the line y = 3x+ 1 is 3. Capter Functions and Graps Section. Ceck Point Exercises. Te slope of te line y x+ is. y y m( x x y ( x ( y ( x+ point-slope y x+ 6 y x+ slope-intercept. a. Write te equation in slope-intercept form: x+

More information

Notes on wavefunctions II: momentum wavefunctions

Notes on wavefunctions II: momentum wavefunctions Notes on wavefunctions II: momentum wavefunctions and uncertainty Te state of a particle at any time is described by a wavefunction ψ(x). Tese wavefunction must cange wit time, since we know tat particles

More information

Higher Derivatives. Differentiable Functions

Higher Derivatives. Differentiable Functions Calculus 1 Lia Vas Higer Derivatives. Differentiable Functions Te second derivative. Te derivative itself can be considered as a function. Te instantaneous rate of cange of tis function is te second derivative.

More information

1 The concept of limits (p.217 p.229, p.242 p.249, p.255 p.256) 1.1 Limits Consider the function determined by the formula 3. x since at this point

1 The concept of limits (p.217 p.229, p.242 p.249, p.255 p.256) 1.1 Limits Consider the function determined by the formula 3. x since at this point MA00 Capter 6 Calculus and Basic Linear Algebra I Limits, Continuity and Differentiability Te concept of its (p.7 p.9, p.4 p.49, p.55 p.56). Limits Consider te function determined by te formula f Note

More information

AN IMPROVED WEIGHTED TOTAL HARMONIC DISTORTION INDEX FOR INDUCTION MOTOR DRIVES

AN IMPROVED WEIGHTED TOTAL HARMONIC DISTORTION INDEX FOR INDUCTION MOTOR DRIVES AN IMPROVED WEIGHTED TOTA HARMONIC DISTORTION INDEX FOR INDUCTION MOTOR DRIVES Tomas A. IPO University of Wisconsin, 45 Engineering Drive, Madison WI, USA P: -(608)-6-087, Fax: -(608)-6-5559, lipo@engr.wisc.edu

More information

SECTION 3.2: DERIVATIVE FUNCTIONS and DIFFERENTIABILITY

SECTION 3.2: DERIVATIVE FUNCTIONS and DIFFERENTIABILITY (Section 3.2: Derivative Functions and Differentiability) 3.2.1 SECTION 3.2: DERIVATIVE FUNCTIONS and DIFFERENTIABILITY LEARNING OBJECTIVES Know, understand, and apply te Limit Definition of te Derivative

More information

2.11 That s So Derivative

2.11 That s So Derivative 2.11 Tat s So Derivative Introduction to Differential Calculus Just as one defines instantaneous velocity in terms of average velocity, we now define te instantaneous rate of cange of a function at a point

More information

Lab 6 Derivatives and Mutant Bacteria

Lab 6 Derivatives and Mutant Bacteria Lab 6 Derivatives and Mutant Bacteria Date: September 27, 20 Assignment Due Date: October 4, 20 Goal: In tis lab you will furter explore te concept of a derivative using R. You will use your knowledge

More information

LIMITATIONS OF EULER S METHOD FOR NUMERICAL INTEGRATION

LIMITATIONS OF EULER S METHOD FOR NUMERICAL INTEGRATION LIMITATIONS OF EULER S METHOD FOR NUMERICAL INTEGRATION LAURA EVANS.. Introduction Not all differential equations can be explicitly solved for y. Tis can be problematic if we need to know te value of y

More information

2.8 The Derivative as a Function

2.8 The Derivative as a Function .8 Te Derivative as a Function Typically, we can find te derivative of a function f at many points of its domain: Definition. Suppose tat f is a function wic is differentiable at every point of an open

More information

3.4 Worksheet: Proof of the Chain Rule NAME

3.4 Worksheet: Proof of the Chain Rule NAME Mat 1170 3.4 Workseet: Proof of te Cain Rule NAME Te Cain Rule So far we are able to differentiate all types of functions. For example: polynomials, rational, root, and trigonometric functions. We are

More information

RightStart Mathematics

RightStart Mathematics Most recent update: January 7, 2019 RigtStart Matematics Corrections and Updates for Level F/Grade 5 Lessons and Workseets, second edition LESSON / WORKSHEET CHANGE DATE CORRECTION OR UPDATE Lesson 7 04/18/2018

More information

1. Which one of the following expressions is not equal to all the others? 1 C. 1 D. 25x. 2. Simplify this expression as much as possible.

1. Which one of the following expressions is not equal to all the others? 1 C. 1 D. 25x. 2. Simplify this expression as much as possible. 004 Algebra Pretest answers and scoring Part A. Multiple coice questions. Directions: Circle te letter ( A, B, C, D, or E ) net to te correct answer. points eac, no partial credit. Wic one of te following

More information

Exercise 19 - OLD EXAM, FDTD

Exercise 19 - OLD EXAM, FDTD Exercise 19 - OLD EXAM, FDTD A 1D wave propagation may be considered by te coupled differential equations u x + a v t v x + b u t a) 2 points: Derive te decoupled differential equation and give c in terms

More information

Taylor Series and the Mean Value Theorem of Derivatives

Taylor Series and the Mean Value Theorem of Derivatives 1 - Taylor Series and te Mean Value Teorem o Derivatives Te numerical solution o engineering and scientiic problems described by matematical models oten requires solving dierential equations. Dierential

More information

Double Stars at the U.S. Naval Observatory

Double Stars at the U.S. Naval Observatory Page 12 Alan L. Behall 1 U.S. Naval Observatory 3450 Massachusetts Avenue, NW, Washington, DC, 20392-5420 Abstract: Micrometer measures of double stars made with the 24-inch reflector and the 26- inch

More information

1 Calculus. 1.1 Gradients and the Derivative. Q f(x+h) f(x)

1 Calculus. 1.1 Gradients and the Derivative. Q f(x+h) f(x) Calculus. Gradients and te Derivative Q f(x+) δy P T δx R f(x) 0 x x+ Let P (x, f(x)) and Q(x+, f(x+)) denote two points on te curve of te function y = f(x) and let R denote te point of intersection of

More information

The total error in numerical differentiation

The total error in numerical differentiation AMS 147 Computational Metods and Applications Lecture 08 Copyrigt by Hongyun Wang, UCSC Recap: Loss of accuracy due to numerical cancellation A B 3, 3 ~10 16 In calculating te difference between A and

More information

MVT and Rolle s Theorem

MVT and Rolle s Theorem AP Calculus CHAPTER 4 WORKSHEET APPLICATIONS OF DIFFERENTIATION MVT and Rolle s Teorem Name Seat # Date UNLESS INDICATED, DO NOT USE YOUR CALCULATOR FOR ANY OF THESE QUESTIONS In problems 1 and, state

More information

Copyright c 2008 Kevin Long

Copyright c 2008 Kevin Long Lecture 4 Numerical solution of initial value problems Te metods you ve learned so far ave obtained closed-form solutions to initial value problems. A closedform solution is an explicit algebriac formula

More information

Introduction to Derivatives

Introduction to Derivatives Introduction to Derivatives 5-Minute Review: Instantaneous Rates and Tangent Slope Recall te analogy tat we developed earlier First we saw tat te secant slope of te line troug te two points (a, f (a))

More information

1. (a) 3. (a) 4 3 (b) (a) t = 5: 9. (a) = 11. (a) The equation of the line through P = (2, 3) and Q = (8, 11) is y 3 = 8 6

1. (a) 3. (a) 4 3 (b) (a) t = 5: 9. (a) = 11. (a) The equation of the line through P = (2, 3) and Q = (8, 11) is y 3 = 8 6 A Answers Important Note about Precision of Answers: In many of te problems in tis book you are required to read information from a grap and to calculate wit tat information. You sould take reasonable

More information

Notes on Planetary Motion

Notes on Planetary Motion (1) Te motion is planar Notes on Planetary Motion Use 3-dimensional coordinates wit te sun at te origin. Since F = ma and te gravitational pull is in towards te sun, te acceleration A is parallel to te

More information

MTH-112 Quiz 1 Name: # :

MTH-112 Quiz 1 Name: # : MTH- Quiz Name: # : Please write our name in te provided space. Simplif our answers. Sow our work.. Determine weter te given relation is a function. Give te domain and range of te relation.. Does te equation

More information

Excerpt from "Calculus" 2013 AoPS Inc.

Excerpt from Calculus 2013 AoPS Inc. Excerpt from "Calculus" 03 AoPS Inc. Te term related rates refers to two quantities tat are dependent on eac oter and tat are canging over time. We can use te dependent relationsip between te quantities

More information

Section 3: The Derivative Definition of the Derivative

Section 3: The Derivative Definition of the Derivative Capter 2 Te Derivative Business Calculus 85 Section 3: Te Derivative Definition of te Derivative Returning to te tangent slope problem from te first section, let's look at te problem of finding te slope

More information

Definition of the Derivative

Definition of the Derivative Te Limit Definition of te Derivative Tis Handout will: Define te limit grapically and algebraically Discuss, in detail, specific features of te definition of te derivative Provide a general strategy of

More information

Preface. Here are a couple of warnings to my students who may be here to get a copy of what happened on a day that you missed.

Preface. Here are a couple of warnings to my students who may be here to get a copy of what happened on a day that you missed. Preface Here are my online notes for my course tat I teac ere at Lamar University. Despite te fact tat tese are my class notes, tey sould be accessible to anyone wanting to learn or needing a refreser

More information

MAT 145. Type of Calculator Used TI-89 Titanium 100 points Score 100 possible points

MAT 145. Type of Calculator Used TI-89 Titanium 100 points Score 100 possible points MAT 15 Test #2 Name Solution Guide Type of Calculator Used TI-89 Titanium 100 points Score 100 possible points Use te grap of a function sown ere as you respond to questions 1 to 8. 1. lim f (x) 0 2. lim

More information

Learning based super-resolution land cover mapping

Learning based super-resolution land cover mapping earning based super-resolution land cover mapping Feng ing, Yiang Zang, Giles M. Foody IEEE Fellow, Xiaodong Xiuua Zang, Siming Fang, Wenbo Yun Du is work was supported in part by te National Basic Researc

More information

How to Find the Derivative of a Function: Calculus 1

How to Find the Derivative of a Function: Calculus 1 Introduction How to Find te Derivative of a Function: Calculus 1 Calculus is not an easy matematics course Te fact tat you ave enrolled in suc a difficult subject indicates tat you are interested in te

More information

Math 1241 Calculus Test 1

Math 1241 Calculus Test 1 February 4, 2004 Name Te first nine problems count 6 points eac and te final seven count as marked. Tere are 120 points available on tis test. Multiple coice section. Circle te correct coice(s). You do

More information

2011 Fermat Contest (Grade 11)

2011 Fermat Contest (Grade 11) Te CENTRE for EDUCATION in MATHEMATICS and COMPUTING 011 Fermat Contest (Grade 11) Tursday, February 4, 011 Solutions 010 Centre for Education in Matematics and Computing 011 Fermat Contest Solutions Page

More information

Lines, Conics, Tangents, Limits and the Derivative

Lines, Conics, Tangents, Limits and the Derivative Lines, Conics, Tangents, Limits and te Derivative Te Straigt Line An two points on te (,) plane wen joined form a line segment. If te line segment is etended beond te two points ten it is called a straigt

More information

Differential Calculus (The basics) Prepared by Mr. C. Hull

Differential Calculus (The basics) Prepared by Mr. C. Hull Differential Calculus Te basics) A : Limits In tis work on limits, we will deal only wit functions i.e. tose relationsips in wic an input variable ) defines a unique output variable y). Wen we work wit

More information

Tangent Lines-1. Tangent Lines

Tangent Lines-1. Tangent Lines Tangent Lines- Tangent Lines In geometry, te tangent line to a circle wit centre O at a point A on te circle is defined to be te perpendicular line at A to te line OA. Te tangent lines ave te special property

More information

2.1 THE DEFINITION OF DERIVATIVE

2.1 THE DEFINITION OF DERIVATIVE 2.1 Te Derivative Contemporary Calculus 2.1 THE DEFINITION OF DERIVATIVE 1 Te grapical idea of a slope of a tangent line is very useful, but for some uses we need a more algebraic definition of te derivative

More information

GRID CONVERGENCE ERROR ANALYSIS FOR MIXED-ORDER NUMERICAL SCHEMES

GRID CONVERGENCE ERROR ANALYSIS FOR MIXED-ORDER NUMERICAL SCHEMES GRID CONVERGENCE ERROR ANALYSIS FOR MIXED-ORDER NUMERICAL SCHEMES Cristoper J. Roy Sandia National Laboratories* P. O. Box 5800, MS 085 Albuquerque, NM 8785-085 AIAA Paper 00-606 Abstract New developments

More information

1 1. Rationalize the denominator and fully simplify the radical expression 3 3. Solution: = 1 = 3 3 = 2

1 1. Rationalize the denominator and fully simplify the radical expression 3 3. Solution: = 1 = 3 3 = 2 MTH - Spring 04 Exam Review (Solutions) Exam : February 5t 6:00-7:0 Tis exam review contains questions similar to tose you sould expect to see on Exam. Te questions included in tis review, owever, are

More information

64 IX. The Exceptional Lie Algebras

64 IX. The Exceptional Lie Algebras 64 IX. Te Exceptional Lie Algebras IX. Te Exceptional Lie Algebras We ave displayed te four series of classical Lie algebras and teir Dynkin diagrams. How many more simple Lie algebras are tere? Surprisingly,

More information

MATH 1020 Answer Key TEST 2 VERSION B Fall Printed Name: Section #: Instructor:

MATH 1020 Answer Key TEST 2 VERSION B Fall Printed Name: Section #: Instructor: Printed Name: Section #: Instructor: Please do not ask questions during tis exam. If you consider a question to be ambiguous, state your assumptions in te margin and do te best you can to provide te correct

More information

Comment on Experimental observations of saltwater up-coning

Comment on Experimental observations of saltwater up-coning 1 Comment on Experimental observations of saltwater up-coning H. Zang 1,, D.A. Barry 2 and G.C. Hocking 3 1 Griffit Scool of Engineering, Griffit University, Gold Coast Campus, QLD 4222, Australia. Tel.:

More information

Exam 1 Review Solutions

Exam 1 Review Solutions Exam Review Solutions Please also review te old quizzes, and be sure tat you understand te omework problems. General notes: () Always give an algebraic reason for your answer (graps are not sufficient),

More information

A MONTE CARLO ANALYSIS OF THE EFFECTS OF COVARIANCE ON PROPAGATED UNCERTAINTIES

A MONTE CARLO ANALYSIS OF THE EFFECTS OF COVARIANCE ON PROPAGATED UNCERTAINTIES A MONTE CARLO ANALYSIS OF THE EFFECTS OF COVARIANCE ON PROPAGATED UNCERTAINTIES Ronald Ainswort Hart Scientific, American Fork UT, USA ABSTRACT Reports of calibration typically provide total combined uncertainties

More information

Derivatives of Exponentials

Derivatives of Exponentials mat 0 more on derivatives: day 0 Derivatives of Eponentials Recall tat DEFINITION... An eponential function as te form f () =a, were te base is a real number a > 0. Te domain of an eponential function

More information

Solutions Manual for Precalculus An Investigation of Functions

Solutions Manual for Precalculus An Investigation of Functions Solutions Manual for Precalculus An Investigation of Functions David Lippman, Melonie Rasmussen 1 st Edition Solutions created at Te Evergreen State College and Soreline Community College 1.1 Solutions

More information

WYSE Academic Challenge 2004 Sectional Mathematics Solution Set

WYSE Academic Challenge 2004 Sectional Mathematics Solution Set WYSE Academic Callenge 00 Sectional Matematics Solution Set. Answer: B. Since te equation can be written in te form x + y, we ave a major 5 semi-axis of lengt 5 and minor semi-axis of lengt. Tis means

More information

SPECKLE INTERFEROMETRY AT THE OBSERVATORIO ASTRONÓMICO NACIONAL. III

SPECKLE INTERFEROMETRY AT THE OBSERVATORIO ASTRONÓMICO NACIONAL. III Revista Mexicana de Astronomía y Astrofísica, 47, 211 217 (2011) SPECKLE INTERFEROMETRY AT THE OBSERVATORIO ASTRONÓMICO NACIONAL. III V. G. Orlov, V. V. Voitsekhovich, C. A. Guerrero, F. Ángeles, A. Farah

More information

Chapter 5 FINITE DIFFERENCE METHOD (FDM)

Chapter 5 FINITE DIFFERENCE METHOD (FDM) MEE7 Computer Modeling Tecniques in Engineering Capter 5 FINITE DIFFERENCE METHOD (FDM) 5. Introduction to FDM Te finite difference tecniques are based upon approximations wic permit replacing differential

More information

Cubic Functions: Local Analysis

Cubic Functions: Local Analysis Cubic function cubing coefficient Capter 13 Cubic Functions: Local Analysis Input-Output Pairs, 378 Normalized Input-Output Rule, 380 Local I-O Rule Near, 382 Local Grap Near, 384 Types of Local Graps

More information

Derivatives. By: OpenStaxCollege

Derivatives. By: OpenStaxCollege By: OpenStaxCollege Te average teen in te United States opens a refrigerator door an estimated 25 times per day. Supposedly, tis average is up from 10 years ago wen te average teenager opened a refrigerator

More information

NUMERICAL DIFFERENTIATION. James T. Smith San Francisco State University. In calculus classes, you compute derivatives algebraically: for example,

NUMERICAL DIFFERENTIATION. James T. Smith San Francisco State University. In calculus classes, you compute derivatives algebraically: for example, NUMERICAL DIFFERENTIATION James T Smit San Francisco State University In calculus classes, you compute derivatives algebraically: for example, f( x) = x + x f ( x) = x x Tis tecnique requires your knowing

More information

Robotic manipulation project

Robotic manipulation project Robotic manipulation project Bin Nguyen December 5, 2006 Abstract Tis is te draft report for Robotic Manipulation s class project. Te cosen project aims to understand and implement Kevin Egan s non-convex

More information

Investigating Euler s Method and Differential Equations to Approximate π. Lindsay Crowl August 2, 2001

Investigating Euler s Method and Differential Equations to Approximate π. Lindsay Crowl August 2, 2001 Investigating Euler s Metod and Differential Equations to Approximate π Lindsa Crowl August 2, 2001 Tis researc paper focuses on finding a more efficient and accurate wa to approximate π. Suppose tat x

More information

Chapter 2 Limits and Continuity

Chapter 2 Limits and Continuity 4 Section. Capter Limits and Continuity Section. Rates of Cange and Limits (pp. 6) Quick Review.. f () ( ) () 4 0. f () 4( ) 4. f () sin sin 0 4. f (). 4 4 4 6. c c c 7. 8. c d d c d d c d c 9. 8 ( )(

More information

Excursions in Computing Science: Week v Milli-micro-nano-..math Part II

Excursions in Computing Science: Week v Milli-micro-nano-..math Part II Excursions in Computing Science: Week v Milli-micro-nano-..mat Part II T. H. Merrett McGill University, Montreal, Canada June, 5 I. Prefatory Notes. Cube root of 8. Almost every calculator as a square-root

More information

MATH1131/1141 Calculus Test S1 v8a

MATH1131/1141 Calculus Test S1 v8a MATH/ Calculus Test 8 S v8a October, 7 Tese solutions were written by Joann Blanco, typed by Brendan Trin and edited by Mattew Yan and Henderson Ko Please be etical wit tis resource It is for te use of

More information

Solution. Solution. f (x) = (cos x)2 cos(2x) 2 sin(2x) 2 cos x ( sin x) (cos x) 4. f (π/4) = ( 2/2) ( 2/2) ( 2/2) ( 2/2) 4.

Solution. Solution. f (x) = (cos x)2 cos(2x) 2 sin(2x) 2 cos x ( sin x) (cos x) 4. f (π/4) = ( 2/2) ( 2/2) ( 2/2) ( 2/2) 4. December 09, 20 Calculus PracticeTest s Name: (4 points) Find te absolute extrema of f(x) = x 3 0 on te interval [0, 4] Te derivative of f(x) is f (x) = 3x 2, wic is zero only at x = 0 Tus we only need

More information

7.1 Using Antiderivatives to find Area

7.1 Using Antiderivatives to find Area 7.1 Using Antiderivatives to find Area Introduction finding te area under te grap of a nonnegative, continuous function f In tis section a formula is obtained for finding te area of te region bounded between

More information

HOW TO DEAL WITH FFT SAMPLING INFLUENCES ON ADEV CALCULATIONS

HOW TO DEAL WITH FFT SAMPLING INFLUENCES ON ADEV CALCULATIONS HOW TO DEAL WITH FFT SAMPLING INFLUENCES ON ADEV CALCULATIONS Po-Ceng Cang National Standard Time & Frequency Lab., TL, Taiwan 1, Lane 551, Min-Tsu Road, Sec. 5, Yang-Mei, Taoyuan, Taiwan 36 Tel: 886 3

More information

CHAPTER (A) When x = 2, y = 6, so f( 2) = 6. (B) When y = 4, x can equal 6, 2, or 4.

CHAPTER (A) When x = 2, y = 6, so f( 2) = 6. (B) When y = 4, x can equal 6, 2, or 4. SECTION 3-1 101 CHAPTER 3 Section 3-1 1. No. A correspondence between two sets is a function only if eactly one element of te second set corresponds to eac element of te first set. 3. Te domain of a function

More information

These errors are made from replacing an infinite process by finite one.

These errors are made from replacing an infinite process by finite one. Introduction :- Tis course examines problems tat can be solved by metods of approximation, tecniques we call numerical metods. We begin by considering some of te matematical and computational topics tat

More information

1. Questions (a) through (e) refer to the graph of the function f given below. (A) 0 (B) 1 (C) 2 (D) 4 (E) does not exist

1. Questions (a) through (e) refer to the graph of the function f given below. (A) 0 (B) 1 (C) 2 (D) 4 (E) does not exist Mat 1120 Calculus Test 2. October 18, 2001 Your name Te multiple coice problems count 4 points eac. In te multiple coice section, circle te correct coice (or coices). You must sow your work on te oter

More information

Financial Econometrics Prof. Massimo Guidolin

Financial Econometrics Prof. Massimo Guidolin CLEFIN A.A. 2010/2011 Financial Econometrics Prof. Massimo Guidolin A Quick Review of Basic Estimation Metods 1. Were te OLS World Ends... Consider two time series 1: = { 1 2 } and 1: = { 1 2 }. At tis

More information

Mathematics 105 Calculus I. Exam 1. February 13, Solution Guide

Mathematics 105 Calculus I. Exam 1. February 13, Solution Guide Matematics 05 Calculus I Exam February, 009 Your Name: Solution Guide Tere are 6 total problems in tis exam. On eac problem, you must sow all your work, or oterwise torougly explain your conclusions. Tere

More information

SPECKLE MEASUREMENTS AND DIFFERENTIAL PHOTOMETRY OF VISUAL BINARIES WITH THE 6 METER TELESCOPE OF THE SPECIAL ASTROPHYSICAL OBSERVATORY

SPECKLE MEASUREMENTS AND DIFFERENTIAL PHOTOMETRY OF VISUAL BINARIES WITH THE 6 METER TELESCOPE OF THE SPECIAL ASTROPHYSICAL OBSERVATORY The Astronomical Journal, 132:994 998, 2006 September # 2006. The American Astronomical Society. All rights reserved. Printed in U.S.A. SPECKLE MEASUREMENTS AND DIFFERENTIAL PHOTOMETRY OF VISUAL BINARIES

More information

Quantum Numbers and Rules

Quantum Numbers and Rules OpenStax-CNX module: m42614 1 Quantum Numbers and Rules OpenStax College Tis work is produced by OpenStax-CNX and licensed under te Creative Commons Attribution License 3.0 Abstract Dene quantum number.

More information

Printed Name: Section #: Instructor:

Printed Name: Section #: Instructor: Printed Name: Section #: Instructor: Please do not ask questions during tis exam. If you consider a question to be ambiguous, state your assumptions in te margin and do te best you can to provide te correct

More information

Sin, Cos and All That

Sin, Cos and All That Sin, Cos and All Tat James K. Peterson Department of Biological Sciences and Department of Matematical Sciences Clemson University Marc 9, 2017 Outline Sin, Cos and all tat! A New Power Rule Derivatives

More information

Handling Missing Data on Asymmetric Distribution

Handling Missing Data on Asymmetric Distribution International Matematical Forum, Vol. 8, 03, no. 4, 53-65 Handling Missing Data on Asymmetric Distribution Amad M. H. Al-Kazale Department of Matematics, Faculty of Science Al-albayt University, Al-Mafraq-Jordan

More information

Math 102 TEST CHAPTERS 3 & 4 Solutions & Comments Fall 2006

Math 102 TEST CHAPTERS 3 & 4 Solutions & Comments Fall 2006 Mat 102 TEST CHAPTERS 3 & 4 Solutions & Comments Fall 2006 f(x+) f(x) 10 1. For f(x) = x 2 + 2x 5, find ))))))))) and simplify completely. NOTE: **f(x+) is NOT f(x)+! f(x+) f(x) (x+) 2 + 2(x+) 5 ( x 2

More information

The Laplace equation, cylindrically or spherically symmetric case

The Laplace equation, cylindrically or spherically symmetric case Numerisce Metoden II, 7 4, und Übungen, 7 5 Course Notes, Summer Term 7 Some material and exercises Te Laplace equation, cylindrically or sperically symmetric case Electric and gravitational potential,

More information

INTRODUCTION AND MATHEMATICAL CONCEPTS

INTRODUCTION AND MATHEMATICAL CONCEPTS Capter 1 INTRODUCTION ND MTHEMTICL CONCEPTS PREVIEW Tis capter introduces you to te basic matematical tools for doing pysics. You will study units and converting between units, te trigonometric relationsips

More information

Volume 29, Issue 3. Existence of competitive equilibrium in economies with multi-member households

Volume 29, Issue 3. Existence of competitive equilibrium in economies with multi-member households Volume 29, Issue 3 Existence of competitive equilibrium in economies wit multi-member ouseolds Noriisa Sato Graduate Scool of Economics, Waseda University Abstract Tis paper focuses on te existence of

More information

f a h f a h h lim lim

f a h f a h h lim lim Te Derivative Te derivative of a function f at a (denoted f a) is f a if tis it exists. An alternative way of defining f a is f a x a fa fa fx fa x a Note tat te tangent line to te grap of f at te point

More information

LECTURE 14 NUMERICAL INTEGRATION. Find

LECTURE 14 NUMERICAL INTEGRATION. Find LECTURE 14 NUMERCAL NTEGRATON Find b a fxdx or b a vx ux fx ydy dx Often integration is required. However te form of fx may be suc tat analytical integration would be very difficult or impossible. Use

More information

ch (for some fixed positive number c) reaching c

ch (for some fixed positive number c) reaching c GSTF Journal of Matematics Statistics and Operations Researc (JMSOR) Vol. No. September 05 DOI 0.60/s4086-05-000-z Nonlinear Piecewise-defined Difference Equations wit Reciprocal and Cubic Terms Ramadan

More information